11. Count Plots for
Categorical Variables
object_cols = df.select_dtypes(include="object").columns.to_list()
object_cols = ['SeniorCitizen'] + object_cols # SeniorCitizen is int but treated as categorical
for col in object_cols:
plt.figure(figsize=(8,5))
sns.countplot(x=df[col])
plt.title(f'Count Plot of {col}')
plt.xticks(rotation=45)
plt.tight_layout()
plt.show() # 👈 Essential
## <Figure size 800x500 with 0 Axes>
## <Axes: xlabel='SeniorCitizen', ylabel='count'>
## Text(0.5, 1.0, 'Count Plot of SeniorCitizen')
## ([0, 1], [Text(0, 0, '0'), Text(1, 0, '1')])
## <Figure size 800x500 with 0 Axes>
## <Axes: xlabel='customerID', ylabel='count'>
## Text(0.5, 1.0, 'Count Plot of customerID')
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